Day 10 Summary Report

Dataset statistics

Number of variables	20
Number of observations	295391
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.1 MiB
Average record size in memory	160.0 B

Variable types

Numeric	20

Alerts

`Time (s)` is highly overall correlated with `CO (ppm)` and 2 other fields	High correlation
`CO (ppm)` is highly overall correlated with `Time (s)` and 9 other fields	High correlation
`Temperature (C)` is highly overall correlated with `Time (s)` and 2 other fields	High correlation
`Heater voltage (V)` is highly overall correlated with `R4 (MOhm)` and 8 other fields	High correlation
`R1 (MOhm)` is highly overall correlated with `R2 (MOhm)` and 8 other fields	High correlation
`R2 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 6 other fields	High correlation
`R3 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 6 other fields	High correlation
`R4 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R5 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 12 other fields	High correlation
`R6 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R7 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 12 other fields	High correlation
`R8 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R9 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R10 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R11 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R12 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R13 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R14 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`Humidity (%r.h.)` is highly overall correlated with `Time (s)` and 2 other fields	High correlation
`Flow rate (mL/min)` is highly skewed (γ1 = -108.0920127)	Skewed
`Time (s)` is uniformly distributed	Uniform
`Time (s)` has unique values	Unique
`CO (ppm)` has 32051 (10.9%) zeros	Zeros

Reproduction

Analysis started	2022-12-20 08:41:56.227857
Analysis finished	2022-12-20 08:43:44.646509
Duration	1 minute and 48.42 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Time (s)
Real number (ℝ)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	295391
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45419.877

Minimum	0
Maximum	90909.729
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	4547.7225
Q1	22693.823
median	45402.668
Q3	68123.257
95-th percentile	86370.709
Maximum	90909.729
Range	90909.729
Interquartile range (IQR)	45429.434

Descriptive statistics

Standard deviation	26237.654
Coefficient of variation (CV)	0.57766899
Kurtosis	-1.1991592
Mean	45419.877
Median Absolute Deviation (MAD)	22714.868
Skewness	0.0019813493
Sum	1.3416623 × 10¹⁰
Variance	6.8841451 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
60486.328	1	< 0.1%
60546.103	1	< 0.1%
60545.798	1	< 0.1%
60545.493	1	< 0.1%
60545.188	1	< 0.1%
60544.884	1	< 0.1%
60544.579	1	< 0.1%
60544.274	1	< 0.1%
60543.968	1	< 0.1%
Other values (295381)	295381	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.308	1	< 0.1%
0.618	1	< 0.1%
0.926	1	< 0.1%
1.236	1	< 0.1%
1.544	1	< 0.1%
1.854	1	< 0.1%
2.163	1	< 0.1%
2.472	1	< 0.1%
2.78	1	< 0.1%

Value	Count	Frequency (%)
90909.729	1	< 0.1%
90909.421	1	< 0.1%
90909.112	1	< 0.1%
90908.802	1	< 0.1%
90908.495	1	< 0.1%
90908.186	1	< 0.1%
90907.876	1	< 0.1%
90907.567	1	< 0.1%
90907.258	1	< 0.1%
90906.95	1	< 0.1%

CO (ppm)
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	305
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.9090773

Minimum	0
Maximum	20
Zeros	32051
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.44
median	8.89
Q3	15.56
95-th percentile	20
Maximum	20
Range	20
Interquartile range (IQR)	11.12

Descriptive statistics

Standard deviation	6.4254222
Coefficient of variation (CV)	0.64843799
Kurtosis	-1.2322066
Mean	9.9090773
Median Absolute Deviation (MAD)	6.67
Skewness	0.0074970252
Sum	2927052.3
Variance	41.28605
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32051	10.9%
20	29278	9.9%
15.56	29265	9.9%
13.33	29259	9.9%
11.11	29256	9.9%
8.89	29245	9.9%
6.67	29236	9.9%
17.78	29192	9.9%
4.44	29184	9.9%
2.22	29129	9.9%
Other values (295)	296	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32051	10.9%
0.0111	1	< 0.1%
0.0178	1	< 0.1%
0.1333	1	< 0.1%
0.1776	1	< 0.1%
0.2708	1	< 0.1%
0.3996	1	< 0.1%
0.4218	1	< 0.1%
0.4444	1	< 0.1%
0.5332	1	< 0.1%

Value	Count	Frequency (%)
20	29278	9.9%
19.68	1	< 0.1%
19.6071	1	< 0.1%
19.2319	1	< 0.1%
19.1875	1	< 0.1%
18.93	1	< 0.1%
18.2529	1	< 0.1%
18.0272	1	< 0.1%
17.9738	1	< 0.1%
17.8555	1	< 0.1%

Humidity (%r.h.)
Real number (ℝ)

Distinct	16650
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.017617

Minimum	16.35
Maximum	71.29
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	16.35
5-th percentile	23
Q1	36
median	46.01
Q3	54.7
95-th percentile	64.2
Maximum	71.29
Range	54.94
Interquartile range (IQR)	18.7

Descriptive statistics

Standard deviation	12.300888
Coefficient of variation (CV)	0.2732461
Kurtosis	-0.7437183
Mean	45.017617
Median Absolute Deviation (MAD)	9.4
Skewness	-0.16509868
Sum	13297799
Variance	151.31185
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.9	4163	1.4%
36	3164	1.1%
37.06	2647	0.9%
29.62	2383	0.8%
50.67	2241	0.8%
31.72	1852	0.6%
30.64	1823	0.6%
45.49	1680	0.6%
38.12	1621	0.5%
33.87	1557	0.5%
Other values (16640)	272260	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.35	55	< 0.1%
16.3504	1	< 0.1%
16.3506	1	< 0.1%
16.3519	1	< 0.1%
16.3523	1	< 0.1%
16.3526	1	< 0.1%
16.3535	1	< 0.1%
16.3537	1	< 0.1%
16.355	1	< 0.1%
16.3554	1	< 0.1%

Value	Count	Frequency (%)
71.29	592	0.2%
71.2613	1	< 0.1%
71.2519	1	< 0.1%
71.1946	1	< 0.1%
71.1805	1	< 0.1%
71.1161	1	< 0.1%
71.1067	1	< 0.1%
71.0503	1	< 0.1%
71.0353	1	< 0.1%
70.9704	1	< 0.1%

Temperature (C)
Real number (ℝ)

Distinct	6573
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.550344

Minimum	25.02
Maximum	26.26
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	25.02
5-th percentile	25.02
Q1	25.14
median	25.58
Q3	25.9
95-th percentile	26.14
Maximum	26.26
Range	1.24
Interquartile range (IQR)	0.76

Descriptive statistics

Standard deviation	0.39901247
Coefficient of variation (CV)	0.015616716
Kurtosis	-1.4433366
Mean	25.550344
Median Absolute Deviation (MAD)	0.4
Skewness	0.13624943
Sum	7547341.7
Variance	0.15921095
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.06	21772	7.4%
25.02	20070	6.8%
25.1	18898	6.4%
25.18	17362	5.9%
26.14	15792	5.3%
25.14	15303	5.2%
25.62	13901	4.7%
25.5	12160	4.1%
25.82	11562	3.9%
26.1	11039	3.7%
Other values (6563)	137532	46.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25.02	20070	6.8%
25.0201	1	< 0.1%
25.0202	3	< 0.1%
25.0203	1	< 0.1%
25.0204	1	< 0.1%
25.0205	1	< 0.1%
25.0206	5	< 0.1%
25.0207	3	< 0.1%
25.0208	2	< 0.1%
25.0209	2	< 0.1%

Value	Count	Frequency (%)
26.26	26	< 0.1%
26.2581	1	< 0.1%
26.2566	1	< 0.1%
26.2505	1	< 0.1%
26.249	1	< 0.1%
26.2457	1	< 0.1%
26.2442	1	< 0.1%
26.2382	1	< 0.1%
26.2366	1	< 0.1%
26.2333	1	< 0.1%

Flow rate (mL/min)
Real number (ℝ)

Distinct	11204
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	239.94697

Minimum	0
Maximum	275.3594
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	239.7554
Q1	239.8955
median	239.9717
Q3	240.0445
95-th percentile	240.1799
Maximum	275.3594
Range	275.3594
Interquartile range (IQR)	0.149

Descriptive statistics

Standard deviation	1.7253801
Coefficient of variation (CV)	0.0071906727
Kurtosis	13719.531
Mean	239.94697
Median Absolute Deviation (MAD)	0.0745
Skewness	-108.09201
Sum	70878176
Variance	2.9769366
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
239.9494	144	< 0.1%
239.9672	142	< 0.1%
239.9801	139	< 0.1%
239.9765	138	< 0.1%
239.9208	136	< 0.1%
239.9928	135	< 0.1%
239.9768	135	< 0.1%
239.9576	134	< 0.1%
239.966	133	< 0.1%
239.983	133	< 0.1%
Other values (11194)	294022	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	< 0.1%
0.0039	1	< 0.1%
0.0368	1	< 0.1%
0.0695	1	< 0.1%
0.1023	1	< 0.1%
37.5555	1	< 0.1%
41.5409	1	< 0.1%
65.5496	1	< 0.1%
83.9925	1	< 0.1%
110.8883	1	< 0.1%

Value	Count	Frequency (%)
275.3594	1	< 0.1%
269.0101	1	< 0.1%
263.4168	1	< 0.1%
261.1642	1	< 0.1%
261.1136	1	< 0.1%
258.9654	1	< 0.1%
257.4505	1	< 0.1%
256.9294	1	< 0.1%
255.575	1	< 0.1%
255.369	1	< 0.1%

Heater voltage (V)
Real number (ℝ)

Distinct	1727
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35488267

Minimum	0.198
Maximum	0.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.198
5-th percentile	0.1991
Q1	0.2
median	0.2
Q3	0.207
95-th percentile	0.8984
Maximum	0.9
Range	0.702
Interquartile range (IQR)	0.007

Descriptive statistics

Standard deviation	0.28840982
Coefficient of variation (CV)	0.81269065
Kurtosis	-0.20552806
Mean	0.35488267
Median Absolute Deviation (MAD)	0.0003
Skewness	1.3372745
Sum	104829.15
Variance	0.083180227
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	134047	45.4%
0.898	25858	8.8%
0.199	10540	3.6%
0.899	6154	2.1%
0.1996	5798	2.0%
0.1991	5779	2.0%
0.1999	5721	1.9%
0.1997	5693	1.9%
0.1993	5692	1.9%
0.1995	5690	1.9%
Other values (1717)	84419	28.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.198	1	< 0.1%
0.1981	2	< 0.1%
0.1982	2	< 0.1%
0.1983	1	< 0.1%
0.1984	7	< 0.1%
0.1985	2	< 0.1%
0.1986	2	< 0.1%
0.1987	4	< 0.1%
0.1988	1	< 0.1%
0.199	10540	3.6%

Value	Count	Frequency (%)
0.9	6	< 0.1%
0.8999	8	< 0.1%
0.8998	4	< 0.1%
0.8997	10	< 0.1%
0.8996	8	< 0.1%
0.8995	11	< 0.1%
0.8994	14	< 0.1%
0.8993	14	< 0.1%
0.8992	8	< 0.1%
0.8991	12	< 0.1%

R1 (MOhm)
Real number (ℝ)

Distinct	8497
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.370183

Minimum	0.0327
Maximum	119.5851
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0327
5-th percentile	0.079
Q1	0.4397
median	2.3278
Q3	31.4259
95-th percentile	71.9176
Maximum	119.5851
Range	119.5524
Interquartile range (IQR)	30.9862

Descriptive statistics

Standard deviation	24.680644
Coefficient of variation (CV)	1.4208626
Kurtosis	0.70373264
Mean	17.370183
Median Absolute Deviation (MAD)	2.2461
Skewness	1.3671022
Sum	5130995.6
Variance	609.13417
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75.6194	791	0.3%
74.3444	760	0.3%
75.0345	739	0.3%
73.1111	736	0.2%
70.7619	720	0.2%
76.3332	718	0.2%
73.7788	713	0.2%
71.9176	710	0.2%
71.3877	705	0.2%
72.5638	695	0.2%
Other values (8487)	288104	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0327	1	< 0.1%
0.0332	1	< 0.1%
0.0333	1	< 0.1%
0.0336	2	< 0.1%
0.0338	1	< 0.1%
0.0339	2	< 0.1%
0.034	1	< 0.1%
0.0341	2	< 0.1%
0.0342	1	< 0.1%
0.0344	1	< 0.1%

Value	Count	Frequency (%)
119.5851	2	< 0.1%
117.8584	1	< 0.1%
116.4568	4	< 0.1%
114.818	12	< 0.1%
113.4868	7	< 0.1%
111.9292	13	< 0.1%
110.6632	21	< 0.1%
109.181	47	< 0.1%
107.9756	49	< 0.1%
106.5634	37	< 0.1%

R2 (MOhm)
Real number (ℝ)

Distinct	8234
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.227858

Minimum	0.0585
Maximum	152.2348
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0585
5-th percentile	0.1407
Q1	0.5079
median	1.6824
Q3	35.4875
95-th percentile	80.5097
Maximum	152.2348
Range	152.1763
Interquartile range (IQR)	34.9796

Descriptive statistics

Standard deviation	28.149495
Coefficient of variation (CV)	1.4639954
Kurtosis	0.19036531
Mean	19.227858
Median Absolute Deviation (MAD)	1.5402
Skewness	1.2826163
Sum	5679736.2
Variance	792.39405
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
81.1822	1186	0.4%
82.7015	1170	0.4%
82.004	1154	0.4%
83.5541	1101	0.4%
80.5097	1101	0.4%
79.0683	1096	0.4%
79.7171	1056	0.4%
78.3034	1031	0.3%
84.278	1017	0.3%
76.9383	1003	0.3%
Other values (8224)	284476	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0585	1	< 0.1%
0.0587	1	< 0.1%
0.059	1	< 0.1%
0.0592	1	< 0.1%
0.0594	1	< 0.1%
0.0597	1	< 0.1%
0.0598	1	< 0.1%
0.0601	2	< 0.1%
0.0608	1	< 0.1%
0.0611	1	< 0.1%

Value	Count	Frequency (%)
152.2348	1	< 0.1%
142.5199	1	< 0.1%
133.9633	2	< 0.1%
131.804	1	< 0.1%
128.0195	1	< 0.1%
124.4448	1	< 0.1%
121.0628	3	< 0.1%
117.8584	4	< 0.1%
116.4568	1	< 0.1%
114.818	3	< 0.1%

R3 (MOhm)
Real number (ℝ)

Distinct	8219
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.725092

Minimum	0.0545
Maximum	171.4839
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0545
5-th percentile	0.1121
Q1	0.6236
median	5.2616
Q3	48.4112
95-th percentile	83.0507
Maximum	171.4839
Range	171.4294
Interquartile range (IQR)	47.7876

Descriptive statistics

Standard deviation	29.515198
Coefficient of variation (CV)	1.2440499
Kurtosis	-0.50224069
Mean	23.725092
Median Absolute Deviation (MAD)	5.1478
Skewness	0.96676508
Sum	7008178.6
Variance	871.14693
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
84.6501	1221	0.4%
85.3974	1221	0.4%
83.7703	1203	0.4%
86.3116	1163	0.4%
82.2033	1144	0.4%
83.0507	1132	0.4%
81.51	1107	0.4%
87.0883	1046	0.4%
80.6932	1043	0.4%
88.0388	1032	0.3%
Other values (8209)	284079	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0545	1	< 0.1%
0.0547	1	< 0.1%
0.0551	1	< 0.1%
0.0555	1	< 0.1%
0.0556	1	< 0.1%
0.0558	1	< 0.1%
0.0561	1	< 0.1%
0.0562	1	< 0.1%
0.0563	2	< 0.1%
0.0568	1	< 0.1%

Value	Count	Frequency (%)
171.4839	1	< 0.1%
125.6085	2	< 0.1%
123.6951	1	< 0.1%
115.7553	1	< 0.1%
114.1263	1	< 0.1%
112.8031	10	< 0.1%
111.2549	17	< 0.1%
109.9965	27	< 0.1%
108.5233	59	< 0.1%
107.3251	54	< 0.1%

R4 (MOhm)
Real number (ℝ)

Distinct	7530
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.757554

Minimum	0.0395
Maximum	88.499
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0395
5-th percentile	0.1019
Q1	2.2035
median	23.353
Q3	36.4987
95-th percentile	54.5125
Maximum	88.499
Range	88.4595
Interquartile range (IQR)	34.2952

Descriptive statistics

Standard deviation	18.641809
Coefficient of variation (CV)	0.81914815
Kurtosis	-0.86398891
Mean	22.757554
Median Absolute Deviation (MAD)	16.4022
Skewness	0.3279607
Sum	6722376.7
Variance	347.51703
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.2375	1121	0.4%
36.1399	1067	0.4%
36.8645	1065	0.4%
36.3021	1057	0.4%
36.6641	1052	0.4%
35.7879	1040	0.4%
35.9471	1037	0.4%
35.1038	1034	0.4%
37.0331	1034	0.4%
36.4987	1022	0.3%
Other values (7520)	284862	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0395	1	< 0.1%
0.0401	1	< 0.1%
0.0403	1	< 0.1%
0.0406	1	< 0.1%
0.0407	1	< 0.1%
0.0408	1	< 0.1%
0.041	1	< 0.1%
0.0411	1	< 0.1%
0.0413	1	< 0.1%
0.0415	1	< 0.1%

Value	Count	Frequency (%)
88.499	1	< 0.1%
87.5664	3	< 0.1%
84.5361	6	< 0.1%
83.6839	6	< 0.1%
82.6836	12	< 0.1%
81.8678	19	< 0.1%
80.9098	30	< 0.1%
80.1281	31	< 0.1%
79.2097	40	< 0.1%
78.4601	50	< 0.1%

R5 (MOhm)
Real number (ℝ)

Distinct	7792
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.667017

Minimum	0.0482
Maximum	183.0801
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0482
5-th percentile	0.1152
Q1	2.00825
median	36.151
Q3	54.3512
95-th percentile	81.8393
Maximum	183.0801
Range	183.0319
Interquartile range (IQR)	52.34295

Descriptive statistics

Standard deviation	28.279155
Coefficient of variation (CV)	0.83996616
Kurtosis	-1.0165976
Mean	33.667017
Median Absolute Deviation (MAD)	26.0062
Skewness	0.29551739
Sum	9944933.8
Variance	799.71061
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51.1571	1441	0.5%
50.8849	1416	0.5%
50.296	1399	0.5%
49.4117	1396	0.5%
53.0277	1395	0.5%
51.7661	1376	0.5%
49.9804	1376	0.5%
49.7203	1370	0.5%
52.1043	1369	0.5%
51.4875	1367	0.5%
Other values (7782)	281486	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0482	1	< 0.1%
0.0499	1	< 0.1%
0.0505	3	< 0.1%
0.0506	2	< 0.1%
0.0507	1	< 0.1%
0.0508	1	< 0.1%
0.051	3	< 0.1%
0.0511	1	< 0.1%
0.0512	1	< 0.1%
0.0513	1	< 0.1%

Value	Count	Frequency (%)
183.0801	1	< 0.1%
131.5393	1	< 0.1%
129.7955	2	< 0.1%
127.7625	1	< 0.1%
126.116	5	< 0.1%
124.1949	7	< 0.1%
122.6378	12	< 0.1%
120.8197	18	< 0.1%
119.345	26	< 0.1%
117.6218	28	< 0.1%

R6 (MOhm)
Real number (ℝ)

Distinct	7809
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.291505

Minimum	0.0468
Maximum	183.1201
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0468
5-th percentile	0.124
Q1	1.668
median	26.1194
Q3	51.7707
95-th percentile	80.6531
Maximum	183.1201
Range	183.0733
Interquartile range (IQR)	50.1027

Descriptive statistics

Standard deviation	27.948096
Coefficient of variation (CV)	0.92263806
Kurtosis	-0.94291559
Mean	30.291505
Median Absolute Deviation (MAD)	24.8459
Skewness	0.49305968
Sum	8947838
Variance	781.09605
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50.8369	1243	0.4%
49.6055	1238	0.4%
48.6935	1222	0.4%
50.2138	1211	0.4%
80.6531	1197	0.4%
51.1251	1196	0.4%
49.8802	1192	0.4%
52.1297	1184	0.4%
51.4753	1173	0.4%
48.4314	1168	0.4%
Other values (7799)	283367	95.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0468	1	< 0.1%
0.0473	1	< 0.1%
0.048	1	< 0.1%
0.0486	1	< 0.1%
0.0491	1	< 0.1%
0.0493	1	< 0.1%
0.0496	1	< 0.1%
0.05	3	< 0.1%
0.0501	1	< 0.1%
0.0502	1	< 0.1%

Value	Count	Frequency (%)
183.1201	1	< 0.1%
147.9504	1	< 0.1%
129.6516	1	< 0.1%
123.7317	1	< 0.1%
118.6302	1	< 0.1%
115.3585	12	< 0.1%
113.6483	14	< 0.1%
112.2611	16	< 0.1%
110.6402	45	< 0.1%
109.3244	69	< 0.1%

R7 (MOhm)
Real number (ℝ)

Distinct	7717
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.764127

Minimum	0.0527
Maximum	228.7794
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0527
5-th percentile	0.1226
Q1	2.1207
median	35.3355
Q3	55.0846
95-th percentile	82.883
Maximum	228.7794
Range	228.7267
Interquartile range (IQR)	52.9639

Descriptive statistics

Standard deviation	28.465058
Coefficient of variation (CV)	0.84305622
Kurtosis	-1.0783578
Mean	33.764127
Median Absolute Deviation (MAD)	26.4465
Skewness	0.29132787
Sum	9973619.3
Variance	810.2595
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51.4536	1461	0.5%
52.4174	1429	0.5%
52.7077	1413	0.5%
50.5778	1398	0.5%
51.7898	1386	0.5%
50.8483	1385	0.5%
49.6787	1381	0.5%
53.3574	1378	0.5%
53.0601	1367	0.5%
53.7185	1359	0.5%
Other values (7707)	281434	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0527	1	< 0.1%
0.0531	1	< 0.1%
0.0532	1	< 0.1%
0.0533	1	< 0.1%
0.0539	1	< 0.1%
0.054	1	< 0.1%
0.0544	1	< 0.1%
0.0545	1	< 0.1%
0.055	2	< 0.1%
0.0551	1	< 0.1%

Value	Count	Frequency (%)
228.7794	1	< 0.1%
143.4564	1	< 0.1%
115.5214	5	< 0.1%
113.8957	12	< 0.1%
112.5752	21	< 0.1%
111.0301	32	< 0.1%
109.7743	57	< 0.1%
108.304	73	< 0.1%
107.1083	122	< 0.1%
105.7075	140	< 0.1%

R8 (MOhm)
Real number (ℝ)

Distinct	6245
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.377198

Minimum	0.0337
Maximum	114.3243
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0337
5-th percentile	0.0998
Q1	12.8942
median	29.085
Q3	44.7437
95-th percentile	66.0689
Maximum	114.3243
Range	114.2906
Interquartile range (IQR)	31.8495

Descriptive statistics

Standard deviation	21.545517
Coefficient of variation (CV)	0.73340953
Kurtosis	-0.80876465
Mean	29.377198
Median Absolute Deviation (MAD)	15.6587
Skewness	0.1771586
Sum	8677759.9
Variance	464.20931
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53.7445	1103	0.4%
55.6363	1097	0.4%
54.073	1090	0.4%
55.988	1088	0.4%
54.8097	1075	0.4%
56.7773	1075	0.4%
51.311	1072	0.4%
52.3446	1066	0.4%
50.3742	1056	0.4%
56.4158	1055	0.4%
Other values (6235)	284614	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0337	1	< 0.1%
0.0339	1	< 0.1%
0.0341	1	< 0.1%
0.0342	2	< 0.1%
0.0344	3	< 0.1%
0.0346	2	< 0.1%
0.0347	1	< 0.1%
0.035	1	< 0.1%
0.0351	3	< 0.1%
0.0352	1	< 0.1%

Value	Count	Frequency (%)
114.3243	1	< 0.1%
100.3018	1	< 0.1%
99.1944	2	< 0.1%
97.8971	1	< 0.1%
96.8414	4	< 0.1%
95.604	6	< 0.1%
94.5965	4	< 0.1%
93.4149	8	< 0.1%
92.4523	10	< 0.1%
91.3229	20	< 0.1%

R9 (MOhm)
Real number (ℝ)

Distinct	6162
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.205256

Minimum	0.0292
Maximum	115.1069
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0292
5-th percentile	0.0967
Q1	8.6458
median	23.36
Q3	39.0446
95-th percentile	62.2706
Maximum	115.1069
Range	115.0777
Interquartile range (IQR)	30.3988

Descriptive statistics

Standard deviation	19.933879
Coefficient of variation (CV)	0.79086197
Kurtosis	-0.70809062
Mean	25.205256
Median Absolute Deviation (MAD)	15.4911
Skewness	0.41184375
Sum	7445405.9
Variance	397.35952
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0972	2875	1.0%
0.0971	2829	1.0%
0.0973	2765	0.9%
0.0975	2707	0.9%
0.097	2695	0.9%
0.0976	2579	0.9%
0.0977	2549	0.9%
0.0968	2499	0.8%
0.0978	2430	0.8%
0.098	2252	0.8%
Other values (6152)	269211	91.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0292	2	< 0.1%
0.0297	3	< 0.1%
0.0298	1	< 0.1%
0.0299	5	< 0.1%
0.03	2	< 0.1%
0.0301	4	< 0.1%
0.0302	4	< 0.1%
0.0303	3	< 0.1%
0.0304	6	< 0.1%
0.0306	1	< 0.1%

Value	Count	Frequency (%)
115.1069	1	< 0.1%
84.9877	1	< 0.1%
83.3057	3	< 0.1%
82.5627	3	< 0.1%
81.6883	3	< 0.1%
80.9734	9	< 0.1%
80.1318	12	< 0.1%
79.4435	14	< 0.1%
78.6328	18	< 0.1%
77.9697	40	< 0.1%

R10 (MOhm)
Real number (ℝ)

Distinct	6396
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.06686

Minimum	0.0383
Maximum	148.5568
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0383
5-th percentile	0.1184
Q1	7.9612
median	24.7109
Q3	42.6608
95-th percentile	66.0832
Maximum	148.5568
Range	148.5185
Interquartile range (IQR)	34.6996

Descriptive statistics

Standard deviation	21.660884
Coefficient of variation (CV)	0.80027324
Kurtosis	-0.78144451
Mean	27.06686
Median Absolute Deviation (MAD)	17.5305
Skewness	0.40579156
Sum	7995306.9
Variance	469.19389
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1199	1818	0.6%
0.1201	1725	0.6%
0.1204	1721	0.6%
0.1198	1716	0.6%
0.1202	1673	0.6%
0.1205	1671	0.6%
0.1206	1654	0.6%
0.1197	1624	0.5%
0.1195	1547	0.5%
0.1208	1521	0.5%
Other values (6386)	278721	94.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0383	1	< 0.1%
0.0385	1	< 0.1%
0.0386	2	< 0.1%
0.0387	2	< 0.1%
0.039	1	< 0.1%
0.0391	2	< 0.1%
0.0392	1	< 0.1%
0.0393	2	< 0.1%
0.0394	3	< 0.1%
0.0395	3	< 0.1%

Value	Count	Frequency (%)
148.5568	1	< 0.1%
118.8647	1	< 0.1%
112.8031	1	< 0.1%
103.4404	1	< 0.1%
95.6897	3	< 0.1%
94.5698	2	< 0.1%
93.6563	4	< 0.1%
92.5828	11	< 0.1%
91.7066	6	< 0.1%
90.6767	4	< 0.1%

R11 (MOhm)
Real number (ℝ)

Distinct	6217
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.139853

Minimum	0.0308
Maximum	119.2249
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0308
5-th percentile	0.1082
Q1	11.102
median	28.5782
Q3	45.0218
95-th percentile	66.8349
Maximum	119.2249
Range	119.1941
Interquartile range (IQR)	33.9198

Descriptive statistics

Standard deviation	21.762868
Coefficient of variation (CV)	0.74684208
Kurtosis	-0.84737328
Mean	29.139853
Median Absolute Deviation (MAD)	16.6579
Skewness	0.21542219
Sum	8607650.3
Variance	473.62244
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1085	2481	0.8%
0.1092	2434	0.8%
0.109	2399	0.8%
0.1086	2355	0.8%
0.1084	2334	0.8%
0.1089	2299	0.8%
0.1093	2250	0.8%
0.1088	2232	0.8%
0.1082	2123	0.7%
0.1094	1879	0.6%
Other values (6207)	272605	92.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0308	1	< 0.1%
0.031	1	< 0.1%
0.0313	1	< 0.1%
0.0315	1	< 0.1%
0.0316	3	< 0.1%
0.0318	1	< 0.1%
0.0319	2	< 0.1%
0.032	3	< 0.1%
0.0321	1	< 0.1%
0.0323	1	< 0.1%

Value	Count	Frequency (%)
119.2249	2	< 0.1%
116.1061	1	< 0.1%
103.7538	1	< 0.1%
93.9401	2	< 0.1%
92.8633	6	< 0.1%
91.9845	10	< 0.1%
90.9514	10	< 0.1%
90.1079	28	< 0.1%
89.1159	27	< 0.1%
88.3056	35	< 0.1%

R12 (MOhm)
Real number (ℝ)

Distinct	6243
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.377447

Minimum	0.0331
Maximum	95.0475
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0331
5-th percentile	0.1078
Q1	10.2201
median	27.6959
Q3	42.4548
95-th percentile	59.235
Maximum	95.0475
Range	95.0144
Interquartile range (IQR)	32.2347

Descriptive statistics

Standard deviation	19.984757
Coefficient of variation (CV)	0.72997154
Kurtosis	-0.86666984
Mean	27.377447
Median Absolute Deviation (MAD)	15.3746
Skewness	0.12346446
Sum	8087051.4
Variance	399.39051
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1091	1241	0.4%
0.1088	1233	0.4%
0.109	1207	0.4%
0.1094	1184	0.4%
0.1093	1172	0.4%
0.1087	1157	0.4%
50.3466	1109	0.4%
50.0306	1109	0.4%
52.1567	1107	0.4%
0.1095	1095	0.4%
Other values (6233)	283777	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0331	1	< 0.1%
0.0336	1	< 0.1%
0.034	2	< 0.1%
0.0341	1	< 0.1%
0.0343	1	< 0.1%
0.0344	2	< 0.1%
0.0348	3	< 0.1%
0.0349	1	< 0.1%
0.035	3	< 0.1%
0.0351	5	< 0.1%

Value	Count	Frequency (%)
95.0475	1	< 0.1%
90.2894	4	< 0.1%
89.2954	8	< 0.1%
88.4834	7	< 0.1%
87.5281	13	< 0.1%
86.7475	25	< 0.1%
85.8287	24	< 0.1%
85.0777	42	< 0.1%
84.1934	48	< 0.1%
83.4702	60	< 0.1%

R13 (MOhm)
Real number (ℝ)

Distinct	6373
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.317591

Minimum	0.0336
Maximum	98.2095
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0336
5-th percentile	0.1015
Q1	8.2815
median	23.2405
Q3	37.8786
95-th percentile	57.0349
Maximum	98.2095
Range	98.1759
Interquartile range (IQR)	29.5971

Descriptive statistics

Standard deviation	18.680398
Coefficient of variation (CV)	0.76818456
Kurtosis	-0.77891542
Mean	24.317591
Median Absolute Deviation (MAD)	14.6933
Skewness	0.30791627
Sum	7183197.4
Variance	348.95726
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.103	1180	0.4%
0.1031	1177	0.4%
0.1035	1157	0.4%
0.1032	1156	0.4%
0.1034	1126	0.4%
0.1029	1111	0.4%
0.1037	1101	0.4%
0.1038	1063	0.4%
0.1044	1057	0.4%
0.1042	1045	0.4%
Other values (6363)	284218	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0336	1	< 0.1%
0.0339	1	< 0.1%
0.0342	1	< 0.1%
0.0349	3	< 0.1%
0.035	1	< 0.1%
0.0351	1	< 0.1%
0.0352	2	< 0.1%
0.0353	2	< 0.1%
0.0355	3	< 0.1%
0.0356	2	< 0.1%

Value	Count	Frequency (%)
98.2095	1	< 0.1%
84.1371	1	< 0.1%
81.7051	2	< 0.1%
81.016	1	< 0.1%
79.5397	3	< 0.1%
78.7567	6	< 0.1%
78.1157	5	< 0.1%
77.3599	15	< 0.1%
76.7411	18	< 0.1%
76.0113	20	< 0.1%

R14 (MOhm)
Real number (ℝ)

Distinct	6253
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.079873

Minimum	0.0316
Maximum	122.1958
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0316
5-th percentile	0.1072
Q1	10.0728
median	28.3385
Q3	47.2945
95-th percentile	71.2524
Maximum	122.1958
Range	122.1642
Interquartile range (IQR)	37.2217

Descriptive statistics

Standard deviation	23.214249
Coefficient of variation (CV)	0.77175356
Kurtosis	-0.94067535
Mean	30.079873
Median Absolute Deviation (MAD)	18.8139
Skewness	0.28018443
Sum	8885323.9
Variance	538.90137
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1075	2384	0.8%
0.1077	2368	0.8%
0.1079	2353	0.8%
0.1078	2322	0.8%
0.108	2285	0.8%
0.1083	2279	0.8%
0.1082	2247	0.8%
0.1086	2184	0.7%
0.1074	2098	0.7%
0.1084	2083	0.7%
Other values (6243)	272788	92.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0316	1	< 0.1%
0.0319	2	< 0.1%
0.0322	2	< 0.1%
0.0325	3	< 0.1%
0.0326	2	< 0.1%
0.0327	2	< 0.1%
0.0328	1	< 0.1%
0.033	3	< 0.1%
0.0332	4	< 0.1%
0.0333	7	< 0.1%

Value	Count	Frequency (%)
122.1958	1	< 0.1%
107.2078	1	< 0.1%
94.5298	1	< 0.1%
91.4606	2	< 0.1%
90.595	1	< 0.1%
89.5776	5	< 0.1%
88.7468	2	< 0.1%
87.7697	7	< 0.1%
86.9716	14	< 0.1%
86.0327	21	< 0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
0	0.000	54.304	25.7711	242.1020	0.8985	0.0959	0.1517	0.0815	0.0679	0.1102	0.1262	0.1935	0.1077	0.0991	0.0447	0.0629	0.1372	0.2442	0.2702
1	0.308	52.190	25.7800	241.3191	0.4119	0.3102	0.8346	1.3705	0.9855	1.4950	1.6954	2.4126	1.6671	1.8414	2.3137	3.8321	6.2089	7.3170	9.3537
2	0.618	52.190	25.7800	241.1661	0.2101	2.8600	6.6608	10.8777	7.3572	10.5992	11.5952	15.4240	22.7040	20.4011	23.4424	28.1957	35.0036	31.9919	40.9243
3	0.926	52.190	25.7800	241.0141	0.2069	13.5060	26.6707	39.6838	23.8181	37.7433	38.1863	44.0850	50.0315	44.5381	52.5235	53.6275	55.0929	45.7841	58.2230
4	1.236	52.190	25.7800	240.8724	0.2040	36.0852	55.1483	68.1441	37.4095	61.2867	62.4119	72.5239	68.2983	53.7929	62.3092	55.6851	61.3484	52.8453	65.8253
5	1.544	52.190	25.7800	240.9882	0.2020	54.8336	74.3444	83.0507	43.3597	84.1087	74.2258	79.0768	62.0148	61.3556	67.6646	63.4039	62.2197	52.4943	63.3641
6	1.854	52.190	25.7800	241.1048	0.2020	69.6423	76.3332	81.5100	44.1105	79.5571	80.6531	82.8830	64.5356	57.9460	65.6318	59.1160	63.1158	52.8453	64.8363
7	2.163	52.190	25.7800	241.2211	0.2008	69.1448	76.9383	83.0507	46.0522	80.3481	75.5789	76.3203	62.0148	59.6029	61.4312	64.3359	62.2197	52.2052	64.3090
8	2.472	52.190	25.7800	241.2118	0.2000	69.6423	75.0345	75.1638	41.4185	70.1076	68.1197	70.1936	66.6625	57.5820	65.0981	57.5565	59.2350	53.1414	66.8445
9	2.780	52.190	25.7800	241.1725	0.2001	60.5615	67.5047	69.2228	41.4185	69.0060	65.9463	65.9497	62.9816	58.3888	59.7462	64.8558	58.8007	50.9695	62.4461

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
295381	90906.950	62.07	25.14	65.5496	0.2000	26.0987	19.7540	35.8678	26.5286	43.0273	41.9549	46.9732	71.9353	64.1837	63.2123	52.9744	56.5195	53.5010	72.4454
295382	90907.258	62.07	25.14	0.1023	0.2000	23.0040	15.2785	31.8349	25.7715	44.8125	43.2939	45.2667	63.5216	64.7257	66.0832	60.7607	57.6725	51.8624	70.0976
295383	90907.567	62.07	25.14	0.0695	0.2000	19.5655	11.6597	28.8833	26.4404	44.3527	42.5939	44.0850	67.1654	61.3556	62.3092	67.3014	56.9212	50.0533	68.3837
295384	90907.876	62.07	25.14	0.0368	0.1998	16.5084	8.8304	24.4861	25.5887	43.4604	41.7201	44.0850	66.6625	63.2129	64.6599	61.6173	58.4435	50.9695	70.6179
295385	90908.186	62.07	25.14	0.0039	0.2000	13.7160	6.7130	18.5598	25.7715	44.8125	39.5062	43.1980	66.6625	59.6029	63.2123	65.2954	55.4749	48.9146	67.3181
295386	90908.495	62.07	25.14	0.0000	0.2000	11.4168	5.1942	17.7458	24.8041	41.3760	39.1250	43.6371	68.9323	60.9484	63.7159	61.2250	55.4749	50.9695	71.7899
295387	90908.802	62.07	25.14	0.0000	0.2000	9.4421	4.0768	14.9881	24.6343	41.3760	38.9201	42.3453	65.5821	58.3888	63.2123	60.7607	56.9212	49.4775	68.9791
295388	90909.112	62.07	25.14	0.0000	0.1999	7.6724	3.2790	12.6389	25.1505	43.4604	37.6695	41.5249	61.5850	57.9460	63.7159	65.2954	54.7785	48.6628	67.3181
295389	90909.421	62.07	25.14	0.0000	0.2000	6.3318	2.7011	10.4261	23.9772	40.0465	37.3220	41.5249	68.9323	38.1529	62.7987	60.3791	57.2603	49.2201	69.4831
295390	90909.729	62.07	25.14	0.0000	0.2000	5.2065	2.2831	8.6931	24.3015	39.8441	34.8888	41.1262	61.5850	55.2214	58.5052	65.2954	55.0929	48.9146	68.3837

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample